A study of college graduates involves three variables: income level, job satisfaction, and one-way commute times to work. list some ways the variables might be confounded.

The variables might be confounded if one were to think that all three variables definitely are related, i.e., a rise in income level means job satisfaction or less one-way commute time. There can be other variables besides these three that's not part of study being tested.